├── .gitignore ├── Readme.md └── ebook ├── build ├── Makefile ├── README.md ├── TAOP.png ├── book.json ├── metadata.yaml └── style.css ├── code ├── c │ ├── 1.1：左旋转字符串.c │ ├── 1.2：字符串是否包含问题.c │ ├── 1.3：带通配符的字符串匹配问题.c │ ├── 1.4：字符串转换成整数.c │ ├── 1.7：字符串的全排列.c │ ├── 10.1.3：教你一步一步用c语言实现sift算法、下.c │ ├── 2.1：寻找最小的 k 个数.c │ ├── 2.2：求给定区间的第K小元素.c │ ├── 2.3：求解500万以内的亲和数.c │ ├── 2.4：寻找和为定值的两个数.c │ ├── 2.5：寻找和为定值的多个数.c │ ├── 2.6：求连续子数组的最大和.c │ ├── 2.7：奇偶排序.c │ ├── 2.7：荷兰国旗问题.c │ ├── 2.8：矩阵相乘之Strassen算法.c │ ├── 3.1：二分查找实现.c │ ├── 3.2：杨氏矩阵查找.c │ ├── 4.1：木块砌墙.c │ ├── 4.2：格子取数问题.c │ ├── 4.3：出现次数超过一半的数字.c │ ├── 4.3：完美洗牌算法.c │ ├── 4.4：最近公共祖先LCA问题.LCAProblem.c │ ├── 4.5：打印螺旋矩阵.SpiralMatrix.c │ ├── 5.1：最长公共子序列（LCS）问题.c │ ├── 5.2：最大连续乘积子串.c │ ├── 5.3：字符串编辑距离.c │ ├── 5.4：交替字符串.c │ ├── 6.11：最小操作数.c │ ├── 6.4：回文判断.c │ ├── 6.6：跳台阶问题.c │ ├── 6.8：第一个只出现一次的字符.c │ ├── 6.9：Trie树.c │ ├── 7.1：搜索引擎热门查询统计.c │ ├── 7.2：最短摘要的生成.c │ ├── 7.3：倒排索引关键词不重复Hash编码.c │ ├── 7.4：倒排索引关键词 Hash 不重复编码实践.c │ └── makefile ├── cpp │ ├── 1.1：左旋转字符串.cpp │ ├── 2.1：寻找最小的 k 个数.cpp │ ├── 3.1：二分查找实现(Jon Bentley │ ├── 4.2：完美洗牌算法.cpp │ ├── 7.4：倒排索引关键词 Hash 不重复编码实践.cpp │ ├── 9.2：海量数据处理之Bit-map详解.cpp │ ├── chapter04.cpp │ ├── chapter06.cpp │ └── makefile ├── erlang │ ├── 1.1：左旋转字符串.erl │ ├── 3.1：二分查找实现.erl │ └── 6.4：回文判断.erl ├── go │ ├── 1.1-左旋转字符串.go │ ├── 1.2-字符串是否包含问题.go │ ├── 1.5-回文判断.go │ ├── 2.1-寻找最小的k个数.go │ ├── 2.2-求数组中给定下标区间内的第K小元素.go │ ├── 3.2-杨氏矩阵查找.go │ └── 3.3：出现次数超过一半的数字.go ├── java │ ├── chapter1 │ │ ├── 1.1：左旋转字符串.java │ │ ├── 1.2：字符串包含.java │ │ ├── Chapter1.java │ │ ├── Palindrome.java │ │ └── StringToInt │ ├── chapter2 │ │ ├── Chapter2.java │ │ ├── CountAndCompare.java │ │ ├── HashTableCompare.java │ │ ├── ICompare.java │ │ ├── PrimeCompare.java │ │ ├── SortAndCompare.java │ │ └── TopK.java │ ├── chapter3 │ │ ├── Chapter3.java │ │ ├── HeapSolution.java │ │ ├── IFindMinK.java │ │ └── MaxHeap.java │ ├── chapter4 │ │ └── Chapter4.java │ └── chapter6 │ │ └── Chapter6.java ├── js │ ├── 1.1：左旋转字符串 │ │ ├── 1.1：左旋转字符串.js │ │ ├── test.html │ │ └── tests.js │ ├── 1.2：字符串是否包含问题 │ │ ├── 1.2：字符串是否包含问题.js │ │ ├── test.html │ │ └── tests.js │ └── 2.4：寻找和为定值的两个数 │ │ ├── 2.4：寻找和为定值的两个数.js │ │ ├── test.html │ │ └── tests.js ├── php │ ├── chapter1.php │ ├── chapter2.php │ └── chapter3.php ├── python │ ├── 1.1：字符的移动.py │ ├── 1.2：字符串是否包含问题.py │ ├── 1.5：回文判断.py │ ├── 1.6：最长回文子串.py │ ├── 2.1：寻找最小的k个数.py │ ├── 2.1：寻找最小的k个数_2.py │ ├── 2.3：求解500万以内的亲和数.py │ ├── 2.3：求解500万以内的亲和数_2.py │ ├── 2.4：寻找和为定值的两个数.py │ ├── 2.6：求连续子数组的最大和.py │ ├── 3.1：二分查找实现.py │ ├── 3.2：杨氏矩阵查找.py │ ├── 3.3：出现次数超过一半的数字.py │ ├── 6.5：全排列.py │ ├── 6.6：跳台阶.py │ ├── 6.8：第一个只出现一次等问题.py │ ├── 6.9：Trie树.py │ ├── chapter04.py │ └── rcdtype.py ├── rebol │ ├── 1.1：左旋转字符串.reb │ └── 1.2：字符串是否包含问题.reb ├── ruby │ ├── chapter01.rb │ ├── chapter02.rb │ ├── chapter03.rb │ ├── chapter0301.searchTrend.rb │ ├── chapter0302.quickSort.rb │ ├── chapter04.rb │ ├── chapter05.findSum.rb │ ├── chapter06.amicableNumber.rb │ ├── chapter07.findMaxSum.rb │ ├── chapter16.permutation.rb │ ├── chapter17.rb │ ├── chapter18.rb │ └── chapter19.rb └── scheme │ ├── chapter01.scm │ ├── chapter06.scm │ ├── chapter06v2.scm │ ├── chapter17.scm │ └── chapter25.scm ├── en ├── 01.0.md ├── 03.0.md ├── 07.0.md ├── 11.0.md ├── 25.0.md ├── 28.0.md ├── 35.0.md └── Readme.md ├── epub └── TAOP_July.epub ├── images ├── 0 │ └── 0.1.jpg ├── 1 │ ├── 1.1.png │ ├── 1.1.tex │ ├── 1.2.png │ ├── 1.2.tex │ ├── 1.3.png │ ├── 1.3.tex │ ├── 1.4.png │ ├── 1.4.tex │ ├── 2.1.png │ ├── 2.1.tex │ ├── 2.2.png │ ├── 2.2.tex │ ├── 2.3.png │ ├── 2.3.tex │ ├── 3.jpeg │ └── include.tex ├── 2 │ └── 2.1 │ │ ├── 2.1.1.jpg │ │ ├── 2.1.10.jpg │ │ ├── 2.1.11.jpg │ │ ├── 2.1.12.jpg │ │ ├── 2.1.13.jpg │ │ ├── 2.1.14.jpg │ │ ├── 2.1.15.jpg │ │ ├── 2.1.16.jpg │ │ ├── 2.1.17.jpg │ │ ├── 2.1.18.jpg │ │ ├── 2.1.19.jpg │ │ ├── 2.1.2.jpg │ │ ├── 2.1.20.jpg │ │ ├── 2.1.21.jpg │ │ ├── 2.1.22.jpg │ │ ├── 2.1.23.jpg │ │ ├── 2.1.24.jpg │ │ ├── 2.1.25.jpg │ │ ├── 2.1.3.jpg │ │ ├── 2.1.4.jpg │ │ ├── 2.1.5.jpg │ │ ├── 2.1.6.jpg │ │ ├── 2.1.7.jpg │ │ ├── 2.1.8.jpg │ │ └── 2.1.9.jpg ├── 3 │ ├── 3.1 │ │ ├── .directory │ │ ├── 3.1.1.jpg │ │ ├── 3.1.2.jpg │ │ ├── 3.1.3.jpg │ │ ├── 3.1.4.jpg │ │ ├── 3.1.5.jpg │ │ ├── 3.1.6.jpg │ │ └── 3.1.7.jpg │ ├── 3.2 │ │ └── 3.2.1.jpg │ ├── 3.3 │ │ ├── 3.3.1.png │ │ ├── 3.3.2.png │ │ ├── 3.3.3.png │ │ ├── 3.3.4.jpg │ │ ├── 3.3.5.jpg │ │ ├── 3.3.6.png │ │ └── 3.3.7.png │ └── 3.4 │ │ ├── 1.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.jpg │ │ └── 5.jpg ├── 7 │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.gif │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 25.jpg │ ├── 26.jpg │ ├── 27.jpg │ ├── 28.jpg │ ├── 29.jpg │ ├── 3.jpg │ ├── 30.jpg │ ├── 31.jpg │ ├── 32.jpg │ ├── 33.jpg │ ├── 34.jpg │ ├── 35.jpg │ ├── 36.jpg │ ├── 37.jpg │ ├── 38.jpg │ ├── 39.jpg │ ├── 4.gif │ ├── 40.jpg │ ├── 41.jpg │ ├── 42.jpg │ ├── 43.jpg │ ├── 44.jpg │ ├── 45.jpg │ ├── 46.jpg │ ├── 5.gif │ ├── 6.jpg │ ├── 7.3.1.jpg │ ├── 7.3.2.jpg │ ├── 7.3.4.gif │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── 8 │ ├── 8.1.jpg │ ├── 8.1 │ │ ├── 8.1.1.jpg │ │ ├── 8.1.2.gif │ │ ├── 8.1.3.gif │ │ ├── 8.1.4.gif │ │ ├── 8.1.5.gif │ │ ├── 8.1.6.gif │ │ ├── 8.1.7.jpg │ │ └── 8.1.8.jpg │ ├── 8.10.jpg │ ├── 8.2.jpg │ ├── 8.2 │ │ ├── 8.2.1.gif │ │ ├── 8.2.10.gif │ │ ├── 8.2.11.gif │ │ ├── 8.2.12.gif │ │ ├── 8.2.13.gif │ │ ├── 8.2.14.gif │ │ ├── 8.2.15.gif │ │ ├── 8.2.16.gif │ │ ├── 8.2.17.gif │ │ ├── 8.2.2.gif │ │ ├── 8.2.3.gif │ │ ├── 8.2.4.gif │ │ ├── 8.2.5.gif │ │ ├── 8.2.6.gif │ │ ├── 8.2.7.gif │ │ ├── 8.2.8.gif │ │ └── 8.2.9.gif │ ├── 8.3.jpg │ ├── 8.4.jpg │ ├── 8.4 │ │ ├── 1.jpg │ │ ├── 2.gif │ │ ├── 3.gif │ │ ├── 4.gif │ │ ├── 5.gif │ │ ├── 6.jpg │ │ └── 7.gif │ ├── 8.5.jpg │ ├── 8.6.jpg │ ├── 8.7.jpg │ ├── 8.8.jpg │ └── 8.9.jpg ├── 9 │ ├── 9.2 │ │ ├── 9.2.1.gif │ │ ├── 9.2.2.gif │ │ └── 9.2.3.gif │ └── 9.3 │ │ ├── 9.3.1.jpg │ │ ├── 9.3.10.jpg │ │ ├── 9.3.11.jpg │ │ ├── 9.3.12.jpg │ │ ├── 9.3.13.jpg │ │ ├── 9.3.14.jpg │ │ ├── 9.3.15.jpg │ │ ├── 9.3.16.jpg │ │ ├── 9.3.2.jpg │ │ ├── 9.3.3.jpg │ │ ├── 9.3.4.jpg │ │ ├── 9.3.5.JPG │ │ ├── 9.3.6.jpg │ │ ├── 9.3.7.jpg │ │ ├── 9.3.8.jpg │ │ └── 9.3.9.jpg ├── 10 │ ├── 10.1.3 │ │ ├── 10.1.3.1.jpg │ │ ├── 10.1.3.2.jpg │ │ ├── 10.1.3.3.jpg │ │ ├── 10.1.3.4.jpg │ │ └── 10.1.3.5.jpg │ ├── 10.1.jpg │ ├── 10.10.jpg │ ├── 10.11.jpg │ ├── 10.12.jpg │ ├── 10.13.jpg │ ├── 10.14.jpg │ ├── 10.2.jpg │ ├── 10.2 │ │ ├── 10.2.1.jpg │ │ ├── 10.2.10.png │ │ ├── 10.2.11.png │ │ ├── 10.2.12.png │ │ ├── 10.2.13.png │ │ ├── 10.2.14.png │ │ ├── 10.2.15.png │ │ ├── 10.2.16.png │ │ ├── 10.2.17.png │ │ ├── 10.2.18.png │ │ ├── 10.2.19.png │ │ ├── 10.2.2.png │ │ ├── 10.2.20.png │ │ ├── 10.2.21.png │ │ ├── 10.2.22.png │ │ ├── 10.2.23.png │ │ ├── 10.2.24.png │ │ ├── 10.2.25.png │ │ ├── 10.2.26.png │ │ ├── 10.2.27.png │ │ ├── 10.2.28.jpg │ │ ├── 10.2.29.png │ │ ├── 10.2.3.png │ │ ├── 10.2.30.jpg │ │ ├── 10.2.31.png │ │ ├── 10.2.32.png │ │ ├── 10.2.33.png │ │ ├── 10.2.34.png │ │ ├── 10.2.35.png │ │ ├── 10.2.36.png │ │ ├── 10.2.37.jpg │ │ ├── 10.2.38.png │ │ ├── 10.2.39.png │ │ ├── 10.2.4.png │ │ ├── 10.2.40.png │ │ ├── 10.2.41.png │ │ ├── 10.2.42.png │ │ ├── 10.2.43.png │ │ ├── 10.2.44.png │ │ ├── 10.2.45.png │ │ ├── 10.2.46.jpg │ │ ├── 10.2.47.png │ │ ├── 10.2.48.png │ │ ├── 10.2.49.png │ │ ├── 10.2.5.png │ │ ├── 10.2.50.png │ │ ├── 10.2.51.png │ │ ├── 10.2.52.png │ │ ├── 10.2.53.png │ │ ├── 10.2.54.jpg │ │ ├── 10.2.55.jpg │ │ ├── 10.2.56.jpg │ │ ├── 10.2.57.jpg │ │ ├── 10.2.58.jpg │ │ ├── 10.2.59.jpg │ │ ├── 10.2.6.png │ │ ├── 10.2.60.png │ │ ├── 10.2.61.png │ │ ├── 10.2.62.png │ │ ├── 10.2.63.png │ │ ├── 10.2.7.png │ │ ├── 10.2.8.png │ │ └── 10.2.9.png │ ├── 10.3.jpg │ ├── 10.4.jpg │ ├── 10.5.jpg │ ├── 10.6.jpg │ ├── 10.7.jpg │ ├── 10.8.jpg │ └── 10.9.jpg ├── 11 │ ├── 11.1.jpg │ ├── 11.2.jpg │ ├── 11.3.jpg │ └── 11.4.jpg ├── 26 │ ├── 26.1.gif │ ├── 26.10.gif │ ├── 26.2.gif │ ├── 26.3.gif │ ├── 26.4.gif │ ├── 26.5.gif │ ├── 26.6.gif │ ├── 26.7.gif │ ├── 26.8.gif │ └── 26.9.gif ├── 34 │ ├── 34.1.jpg │ ├── 34.2.jpg │ └── 34.3.jpg ├── 35 │ ├── 35.1.jpg │ ├── 35.10.jpg │ ├── 35.11.jpg │ ├── 35.12.jpg │ ├── 35.13.jpg │ ├── 35.2.jpg │ ├── 35.3.jpg │ ├── 35.4.jpg │ ├── 35.5.jpg │ ├── 35.6.jpg │ ├── 35.7.jpg │ ├── 35.8.jpg │ └── 35.9.jpg ├── 38 │ ├── 38.1.jpg │ ├── 38.2.jpg │ ├── 38.3.jpg │ └── 38.4.jpg ├── 39 │ ├── 39.1.jpg │ ├── 39.10.jpg │ ├── 39.11.jpg │ ├── 39.12.jpg │ ├── 39.13.jpg │ ├── 39.14.jpg │ ├── 39.15.jpg │ ├── 39.16.jpg │ ├── 39.17.jpg │ ├── 39.18.jpg │ ├── 39.19.jpg │ ├── 39.2.jpg │ ├── 39.20.jpg │ ├── 39.21.jpg │ ├── 39.22.jpg │ ├── 39.23.jpg │ ├── 39.24.jpg │ ├── 39.25.jpg │ ├── 39.26.jpg │ ├── 39.27.jpg │ ├── 39.28.jpg │ ├── 39.29.jpg │ ├── 39.3.jpg │ ├── 39.30.jpg │ ├── 39.31.jpg │ ├── 39.32.jpg │ ├── 39.33.jpg │ ├── 39.34.jpg │ ├── 39.35.jpg │ ├── 39.36.jpg │ ├── 39.37.jpg │ ├── 39.38.jpg │ ├── 39.39.jpg │ ├── 39.4.jpg │ ├── 39.40.jpg │ ├── 39.41.jpg │ ├── 39.5.jpg │ ├── 39.6.jpg │ ├── 39.7.jpg │ ├── 39.8.jpg │ ├── 39.9.jpg │ ├── 40.1.jpg │ └── 40.2.jpg ├── 43 │ └── example1.png ├── .directory ├── 10-1-1 │ ├── 1.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── 4.png │ ├── 5.png │ ├── 6.png │ └── 7.jpg ├── 10-1-2 │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── 10-2-1 │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 25.jpg │ ├── 26.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── 10-2-2 │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── 12.1.gif ├── 25.1.gif ├── 6.1.jpg ├── 6.2.jpg ├── 9.1.jpg ├── 9.2.jpg ├── rbtree │ ├── 1.png │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── 4.png │ ├── 5.png │ ├── 6.png │ ├── 7.png │ ├── 8.png │ └── 9.png └── svm │ ├── 1.1.1.jpg │ ├── 1.1.2-1.png │ ├── 1.1.2-2.png │ ├── 1.1.2-3.png │ ├── 1.1.2-4.png │ ├── 1.1.2-5.png │ ├── 1.1.2-6.png │ ├── 1.1.2-7.png │ ├── 1.1.3-1.png │ ├── 1.1.3-2.png │ ├── 1.1.3-3.png │ ├── 1.1.3-4.png │ ├── 1.1.3-5.png │ ├── 1.1.3-6.png │ ├── 1.1.3-7.png │ ├── 1.1.3-8.png │ ├── 1.1.3-9.png │ ├── 1.2-1.png │ ├── 1.2-2.jpeg │ ├── 1.2-3.jpeg │ ├── 1.2-4.jpeg │ ├── 1.2-5.jpg │ ├── 1.2-6.jpeg │ ├── 1.2-7.jpeg │ ├── 1.3.1-1.jpeg │ ├── 1.3.2-1.png │ ├── 1.3.2-2.jpeg │ ├── 1.3.2-3.jpeg │ ├── 1.3.2-4.jpeg │ ├── 1.3.2-5.jpg │ ├── 1.4-1.jpeg │ ├── 1.4-2.jpeg │ ├── 1.4-3.jpg │ ├── 1.4-4.jpeg │ ├── 1.4-5.jpeg │ ├── 1.4-6.jpg │ ├── 1.4-7.png │ ├── 1.5-1.jpeg │ ├── 1.5-2.jpeg │ ├── 1.5-3.jpeg │ ├── 2.1.1-1.png │ ├── 2.1.1-10.jpeg │ ├── 2.1.1-11.jpeg │ ├── 2.1.1-12.jpeg │ ├── 2.1.1-13.jpg │ ├── 2.1.1-14.jpeg │ ├── 2.1.1-15.jpg │ ├── 2.1.1-16.jpeg │ ├── 2.1.1-17.jpg │ ├── 2.1.1-2.png │ ├── 2.1.1-3.jpg │ ├── 2.1.1-4.jpeg │ ├── 2.1.1-5.jpg │ ├── 2.1.1-6.jpg │ ├── 2.1.1-7.jpeg │ ├── 2.1.1-8.jpeg │ ├── 2.1.1-9.jpeg │ ├── 2.1.2-1.jpg │ ├── 2.1.2-2.png │ ├── 2.1.2-3.png │ ├── 2.1.2-4.png │ ├── 2.1.2-5.png │ ├── 2.1.2-6.jpg │ ├── 2.1.2-7.jpeg │ ├── 2.1.2-8.png │ ├── 2.1.3-1.jpg │ ├── 2.1.3-2.jpg │ ├── 2.1.3-3.png │ ├── 2.1.3-4.jpg │ ├── 2.1.3-5.png │ ├── 2.1.3-6.jpg │ ├── 2.1.4-1.png │ ├── 2.1.4-2.png │ ├── 2.1.4-3.png │ ├── 2.1.4-4.png │ ├── 2.1.5-1.jpeg │ ├── 2.1.5-2.jpg │ ├── 2.1.5-3.jpg │ ├── 2.2.1-1.jpg │ ├── 2.2.1-2.jpg │ ├── 2.2.1-3.jpg │ ├── 2.2.1-4.jpg │ ├── 2.2.1-5.jpg │ ├── 2.2.2-1.png │ ├── 2.2.2-10.jpg │ ├── 2.2.2-11.jpg │ ├── 2.2.2-12.jpg │ ├── 2.2.2-13.jpg │ ├── 2.2.2-14.jpg │ ├── 2.2.2-15.jpg │ ├── 2.2.2-16.jpg │ ├── 2.2.2-2.jpeg │ ├── 2.2.2-3.jpeg │ ├── 2.2.2-4.gif │ ├── 2.2.2-5.jpg │ ├── 2.2.2-6.jpg │ ├── 2.2.2-7.jpg │ ├── 2.2.2-8.jpg │ ├── 2.2.2-9.jpg │ ├── 2.2.3-1.png │ ├── 2.2.3-2.jpg │ ├── 2.2.3-3.jpg │ ├── 2.2.3-4.jpg │ ├── 2.2.3-5.jpeg │ ├── 2.2.3-6.jpg │ ├── 2.2.4-1.png │ ├── 2.2.4-2.png │ ├── 2.2.4-3.png │ ├── 2.2.4-4.png │ ├── 2.2.4-5.png │ ├── 2.2.4-6.png │ ├── 2.2.4-7.png │ ├── 2.2.4-8.png │ ├── 2.2.4-9.png │ ├── 2.3-1.png │ ├── 2.3-10.jpg │ ├── 2.3-11.jpg │ ├── 2.3-12.jpg │ ├── 2.3-13.jpg │ ├── 2.3-14.jpg │ ├── 2.3-15.jpg │ ├── 2.3-16.jpg │ ├── 2.3-17.jpeg │ ├── 2.3-18.jpg │ ├── 2.3-19.jpg │ ├── 2.3-2.jpeg │ ├── 2.3-20.png │ ├── 2.3-3.jpg │ ├── 2.3-4.jpg │ ├── 2.3-5.jpg │ ├── 2.3-6.jpg │ ├── 2.3-7.jpg │ ├── 2.3-8.jpg │ ├── 2.3-9.png │ ├── 3.1.1-1.jpg │ ├── 3.1.1-2.jpeg │ ├── 3.1.1-3.jpeg │ ├── 3.1.1-4.jpeg │ ├── 3.1.1-5.png │ ├── 3.1.1-6.jpeg │ ├── 3.1.1-7.jpeg │ ├── 3.2.1-1.jpeg │ ├── 3.2.1-2.jpeg │ ├── 3.3-1.jpeg │ ├── 3.3-2.jpeg │ ├── 3.4.1-1.png │ ├── 3.4.1-2.png │ ├── 3.4.1-3.jpeg │ ├── 3.4.1-4.jpeg │ ├── 3.4.1-5.jpeg │ ├── 3.4.1-6.jpeg │ ├── 3.4.1-7.jpeg │ ├── 3.4.2-1.jpeg │ ├── 3.4.2-2.jpeg │ ├── 3.4.2-3.jpeg │ ├── 3.4.2-4.jpeg │ ├── 3.4.2-5.jpeg │ ├── 3.5.1-1.jpeg │ ├── 3.5.1-10.jpeg │ ├── 3.5.1-11.jpeg │ ├── 3.5.1-12.png │ ├── 3.5.1-13.jpeg │ ├── 3.5.1-14.gif │ ├── 3.5.1-15.gif │ ├── 3.5.1-16.jpeg │ ├── 3.5.1-17.gif │ ├── 3.5.1-18.jpeg │ ├── 3.5.1-19.gif │ ├── 3.5.1-2.jpeg │ ├── 3.5.1-20.gif │ ├── 3.5.1-21.gif │ ├── 3.5.1-22.gif │ ├── 3.5.1-23.gif │ ├── 3.5.1-24.jpeg │ ├── 3.5.1-25.gif │ ├── 3.5.1-3.jpeg │ ├── 3.5.1-4.png │ ├── 3.5.1-5.png │ ├── 3.5.1-6.png │ ├── 3.5.1-7.jpeg │ ├── 3.5.1-8.jpeg │ ├── 3.5.1-9.jpeg │ ├── 3.5.2-1.png │ ├── 3.5.2-2.jpeg │ ├── 3.5.2-3.jpeg │ ├── 3.5.2-4.jpeg │ ├── 3.5.2-5.png │ └── 3.5.3-1.jpeg └── zh ├── 00.01.md ├── 01.00.md ├── 01.01.md ├── 01.02.md ├── 01.03.md ├── 01.04.md ├── 01.05.md ├── 01.06.md ├── 01.10.md ├── 02.00.md ├── 02.01.md ├── 02.02.md ├── 02.03.md ├── 02.04.md ├── 02.05.md ├── 02.06.md ├── 02.07.md ├── 02.08.md ├── 02.09.md ├── 02.10.md ├── 02.15.md ├── 03.00.md ├── 03.01.md ├── 03.02.md ├── 03.03.md ├── 03.05.md ├── 03.10.md ├── 04.01.md ├── 04.02.md ├── 04.03.md ├── 05.00.md ├── 05.01.md ├── 05.02.md ├── 05.03.md ├── 05.04.md ├── 05.06.md ├── 05.10.md ├── 06.00.md ├── 06.01.md ├── 06.02.md ├── 06.03.md ├── 06.04.md ├── 06.05.md ├── 06.06.md ├── 06.07.md ├── 06.08.md ├── 06.09.md ├── 06.10.md ├── 06.11.md ├── 06.15.md ├── 07.01.md ├── 07.02.svm.md ├── 08.00.md ├── 08.01.md ├── 08.02.md ├── 08.03.md ├── 08.04.md ├── 08.05.md ├── 10.01.01.md ├── 10.01.02.md ├── 10.01.03.md ├── 40亿个数中快速查找.md ├── Readme.md ├── hash表算法.md ├── 一致性哈希算法.md ├── 倒排索引关键词不重复Hash编码.md ├── 傅里叶变换算法、上.md ├── 傅里叶变换算法、下.md ├── 后缀树.md ├── 基于给定的文档生成倒排索引的编码与实践.md ├── 搜索关键词智能提示suggestion.md ├── 最小操作数.md ├── 最短摘要的生成.md ├── 最长公共子序列.md ├── 木块砌墙原稿.md ├── 附近地点搜索.md └── 随机取出其中之一元素.md /.gitignore: -------------------------------------------------------------------------------- 1 | # Compiled source # 2 | ################### 3 | *.com 4 | *.class 5 | *.dll 6 | *.exe 7 | *.o 8 | *.so 9 | ebook/build/build 10 | 11 | # Packages # 12 | ############ 13 | # it's better to unpack these files and commit the raw source 14 | # git has its own built in compression methods 15 | *.7z 16 | *.dmg 17 | *.gz 18 | *.iso 19 | *.jar 20 | *.rar 21 | *.tar 22 | *.zip 23 | 24 | # Logs and databases # 25 | ###################### 26 | *.log 27 | *.sqlite 28 | 29 | # OS generated files # 30 | ###################### 31 | .DS_Store* 32 | ehthumbs.db 33 | Icon? 34 | Thumbs.db 35 | 36 | # Vim 37 | *~ 38 | *.sw[a-z] 39 | ._* 40 | 41 | # PhpStorm (IDE) project files 42 | .idea/* 43 | 44 | # python compiled binary 45 | *.pyc 46 | ebook/build/build/ 47 | -------------------------------------------------------------------------------- /ebook/build/README.md: -------------------------------------------------------------------------------- 1 | #Build Ebooks 2 | 3 | ##Requirement 4 | * [pandoc](http://johnmacfarlane.net/pandoc/) 5 | * [mdtogh](https://github.com/marchtea/mdtogh) 6 | * git 7 | * make(OS X users should install XCode command line tools(xcode-select --install) 8 | * latex (OS X users can use [MacTex](http://www.tug.org/mactex/morepackages.html).) 9 | * [calibre](http://calibre-ebook.com)(For mobi) 10 | 11 | ##Usage 12 | 13 | Now scripts support three format generation: 14 | 15 | * epub 16 | * html 17 | * mobi([calibre](http://www.calibre-ebook.com/) is needed with its command line tools installed) 18 | 19 | To make all three format, use `make`. 20 | 21 | To make specific format, use `make (format)`, e: `make epub` 22 | 23 | ##TODO 24 | 25 | * pdf support -------------------------------------------------------------------------------- /ebook/build/TAOP.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/terrychendev/The-Art-Of-Programming-By-July/f773e42c432919364e75eccb7624a40332bc7fb2/ebook/build/TAOP.png -------------------------------------------------------------------------------- /ebook/build/book.json: -------------------------------------------------------------------------------- 1 | { 2 | "title": "The Art of Programming By July", 3 | "description": "本书是July和他伙伴们的《程序员编程艺术》的电子书", 4 | "coverimage": "TAOP.png" 5 | } 6 | -------------------------------------------------------------------------------- /ebook/build/metadata.yaml: -------------------------------------------------------------------------------- 1 | --- 2 | title: 3 | - type: main 4 | text: The Art of Programming By July 5 | - type: subtitle 6 | text: somestuff 7 | creator: 8 | - role: author 9 | text: July 10 | contributor: 11 | - role: author 12 | text: co sdfds 13 | date: 2014 14 | language: zh_CN 15 | description: 16 | cover-image: TAOP.png 17 | stylesheet: style.css 18 | ... 19 | -------------------------------------------------------------------------------- /ebook/build/style.css: -------------------------------------------------------------------------------- 1 | /* This defines styles and classes used in the book */ 2 | body { margin: 5%; text-align: justify; font-size: medium; } 3 | code { font-family: monospace; font-size: small;} 4 | h1 { text-align: left; } 5 | h2 { text-align: left; } 6 | h3 { text-align: left; } 7 | h4 { text-align: left; } 8 | h5 { text-align: left; } 9 | h6 { text-align: left; } 10 | h1.title { } 11 | h2.author { } 12 | h3.date { } 13 | ol.toc { padding: 0; margin-left: 1em; } 14 | ol.toc li { list-style-type: none; margin: 0; padding: 0; } 15 | -------------------------------------------------------------------------------- /ebook/code/c/2.4：寻找和为定值的两个数.c: -------------------------------------------------------------------------------- 1 | #include 2 | #include 3 | using namespace std; 4 | 5 | //copyright@2014 July 6 | void twoSum(int data[], unsigned int length, int sum) 7 | { 8 | //sort(s, s+n); 如果数组非有序的，那就事先排好序O(N log N) 9 | 10 | int begin = 0; 11 | int end = length - 1; 12 | 13 | //俩头夹逼，或称两个指针两端扫描法，很经典的方法，O(N) 14 | while (begin < end) 15 | { 16 | long currSum = data[begin] + data[end]; 17 | 18 | if (currSum == sum) 19 | { 20 | //题目只要求输出满足条件的任意一对即可 21 | printf("%d %d\n", data[begin], data[end]); 22 | 23 | //如果需要所有满足条件的数组对，则需要加上下面两条语句： 24 | //begin++ 25 | //end-- 26 | break; 27 | } 28 | else{ 29 | if (currSum < sum) 30 | begin++; 31 | else 32 | end--; 33 | } 34 | } 35 | } 36 | 37 | int main(){ 38 | int a[] = { 1, 2, 4, 7, 11, 15 }; 39 | twoSum(a, 6, 15); 40 | return 0; 41 | } 42 | -------------------------------------------------------------------------------- /ebook/code/c/2.7：荷兰国旗问题.c: -------------------------------------------------------------------------------- 1 | //解法一 2 | //引用自gnuhpc 3 | while( current<=end ) 4 | { 5 | if( array[current] ==0 ) 6 | { 7 | swap(array[current],array[begin]); 8 | current++; 9 | begin++; 10 | } 11 | else if( array[current] == 1 ) 12 | { 13 | current++; 14 | } 15 | 16 | else //When array[current] =2 17 | { 18 | swap(array[current],array[end]); 19 | end--; 20 | } 21 | } 22 | -------------------------------------------------------------------------------- /ebook/code/c/2.8：矩阵相乘之Strassen算法.c: -------------------------------------------------------------------------------- 1 | //解法一 2 | //矩阵乘法，3个for循环搞定 3 | void Mul(int** matrixA, int** matrixB, int** matrixC) 4 | { 5 | for(int i = 0; i < 2; ++i) 6 | { 7 | for(int j = 0; j < 2; ++j) 8 | { 9 | matrixC[i][j] = 0; 10 | for(int k = 0; k < 2; ++k) 11 | { 12 | matrixC[i][j] += matrixA[i][k] * matrixB[k][j]; 13 | } 14 | } 15 | } 16 | } 17 | -------------------------------------------------------------------------------- /ebook/code/c/3.2：杨氏矩阵查找.c: -------------------------------------------------------------------------------- 1 | #include 2 | #include 3 | using namespace std; 4 | 5 | #define ROW 4 6 | #define COL 4 7 | 8 | bool YoungMatrix(int array[][COL], int searchkey){ 9 | int i = 0, j = COL - 1; 10 | int var = array[i][j]; 11 | while (true){ 12 | if (var == searchkey) 13 | return true; 14 | else if (var < searchkey && i < ROW - 1) 15 | var = array[++i][j]; 16 | else if (var > searchkey && j > 0) 17 | var = array[i][--j]; 18 | else 19 | return false; 20 | } 21 | } 22 | 23 | int main(){ 24 | int array[ROW][COL] = { { 1, 2, 8, 9 }, { 2, 4, 9, 12 }, { 4, 7, 10, 13 }, { 6, 8, 11, 15 } }; 25 | int searchkey; 26 | cin >> searchkey; 27 | if (YoungMatrix(array, searchkey)){ 28 | printf("存在"); 29 | } 30 | else{ 31 | printf("不存在"); 32 | } 33 | } 34 | -------------------------------------------------------------------------------- /ebook/code/c/4.3：出现次数超过一半的数字.c: -------------------------------------------------------------------------------- 1 | // 4.3 出现次数超过一半.cpp : 定义控制台应用程序的入口点。 2 | // 3 | 4 | #include "stdafx.h" 5 | #include 6 | using namespace std; 7 | 8 | //a代表数组，length代表数组长度 9 | int FindOneNumber(int* a, int length) 10 | { 11 | int candidate = a[0]; 12 | int nTimes, i; 13 | for (i = nTimes = 0; i < length; i++) 14 | { 15 | if (candidate == a[i]) 16 | nTimes++; 17 | else 18 | nTimes--; 19 | if (nTimes == 0) 20 | { 21 | candidate = a[i]; 22 | nTimes = 1; 23 | } 24 | } 25 | return candidate; 26 | } 27 | 28 | int main() 29 | { 30 | int a[10] = { 1, 2, 3, 4, 6, 6, 6, 6, 6 }; 31 | int* n = a; 32 | cout << FindOneNumber(a, 9) << endl; 33 | return 0; 34 | } 35 | -------------------------------------------------------------------------------- /ebook/code/c/5.4：交替字符串.c: -------------------------------------------------------------------------------- 1 | bool isInterleave(string s1, string s2, string s3) 2 | { 3 | 4 | int len1 = s1.size(), len2 = s2.size(), len3 = s3.size(); 5 | if (len3 != len1 + len2) { 6 | return false; 7 | } 8 | vector > dp; 9 | dp.resize(len1 + 1); 10 | for (int i = 0; i <= len1; ++i) { 11 | dp[i].resize(len2 + 1, false); 12 | for (int j = 0; j <= len2; ++j) { 13 | dp[i][j] = ((i == 0) && (j == 0)) || (i && dp[i - 1][j] && (s1[i - 1] == s3[i + j - 1])) || (j && dp[i][j - 1] && (s2[j - 1] == s3[i + j - 1])); 14 | } 15 | } 16 | return dp[len1][len2]; 17 | } 18 | -------------------------------------------------------------------------------- /ebook/code/c/6.6：跳台阶问题.c: -------------------------------------------------------------------------------- 1 | //解法一 2 | long long Fibonacci_Solution1(unsigned int n) 3 | { 4 | int result[2] = {0, 1, 2}; 5 | if (n <= 2) 6 | return result[n]; 7 | 8 | return Fibonacci_Solution1(n - 1) + Fibonacci_Solution1(n - 2); 9 | } 10 | -------------------------------------------------------------------------------- /ebook/code/c/makefile: -------------------------------------------------------------------------------- 1 | CC = gcc 2 | CPPFLAGS = -Wall 3 | 4 | FILE_SUFFIX = c 5 | 6 | SRCS := $(wildcard *.$(FILE_SUFFIX)) 7 | EXES := $(patsubst %.$(FILE_SUFFIX),%,$(SRCS)) 8 | 9 | all:$(EXES) 10 | 11 | $(EXES): % : %.$(FILE_SUFFIX) 12 | $(CC) $(CPPFLAGS) $< -o $@ 13 | 14 | clean: 15 | rm -rf $(EXES) 16 | -------------------------------------------------------------------------------- /ebook/code/cpp/3.1：二分查找实现(Jon Bentley: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/terrychendev/The-Art-Of-Programming-By-July/f773e42c432919364e75eccb7624a40332bc7fb2/ebook/code/cpp/3.1：二分查找实现(Jon Bentley -------------------------------------------------------------------------------- /ebook/code/cpp/chapter04.cpp: -------------------------------------------------------------------------------- 1 | #include 2 | #include 3 | #include 4 | 5 | char *mystrcpy(char* dest, const char *src) 6 | { 7 | assert(dest != NULL && src != NULL); 8 | assert(dest < src || strlen(src) < (unsigned int)(dest - src)); 9 | if (src == dest) 10 | return dest; 11 | char *ret = dest; 12 | while('\0' != (*dest++ = *src++)) 13 | ; 14 | return ret; 15 | } 16 | 17 | int main() 18 | { 19 | char dest[1024]; 20 | char src[] = "abcdef"; 21 | mystrcpy(dest, src); 22 | printf("%s\n", dest); 23 | return 0; 24 | } 25 | -------------------------------------------------------------------------------- /ebook/code/cpp/makefile: -------------------------------------------------------------------------------- 1 | CC = g++ 2 | CPPFLAGS = -Wall 3 | 4 | FILE_SUFFIX = cpp 5 | 6 | SRCS := $(wildcard *.$(FILE_SUFFIX)) 7 | EXES := $(patsubst %.$(FILE_SUFFIX),%,$(SRCS)) 8 | 9 | all:$(EXES) 10 | 11 | $(EXES): % : %.$(FILE_SUFFIX) 12 | $(CC) $(CPPFLAGS) $< -o $@ 13 | 14 | clean: 15 | rm -rf $(EXES) 16 | -------------------------------------------------------------------------------- /ebook/code/erlang/1.1：左旋转字符串.erl: -------------------------------------------------------------------------------- 1 | %%%----------------------------------- 2 | %%% @Module : july_1_1 3 | %%% @Author : hejavac 4 | %%% @Email : hejavac@gmail.com 5 | %%% @Created : 创建日期 6 | %%% @Description : 1.1、左旋转字符串 : 字符串旋转问题,例如abcdef 左旋2位 变成 cdefab 7 | %%%----------------------------------- 8 | 9 | -module(july_1_1). 10 | 11 | -compile(export_all). 12 | 13 | %% 启动 14 | %% Str:字符串 15 | %% Step:位移量 16 | %% 返回:位移后的字符串 17 | start(Str, Step) -> 18 | shift(Str, Step). 19 | 20 | %% 字符串位移递归函数 21 | %% Str:字符串 22 | %% Step:位移量 23 | %% 返回:位移后的字符串 24 | shift(S, 0) -> 25 | S; 26 | shift([T|S], Step) -> 27 | %或者是:shift(lists:concat([S, [T]]), Step-1). 28 | shift(S ++ [T], Step-1). 29 | 30 | %% 测试（bcdef 左旋2位 变成 cdefab） 31 | test() -> 32 | dbg:tracer(), 33 | dbg:p(all,[c]), 34 | dbg:tpl(?MODULE, [{'_', [], [{return_trace}]}]), 35 | start("abcdef", 2). 36 | -------------------------------------------------------------------------------- /ebook/code/java/chapter2/ICompare.java: -------------------------------------------------------------------------------- 1 | interface ICompare { 2 | public boolean compare(String longStr, String shortStr); 3 | } 4 | -------------------------------------------------------------------------------- /ebook/code/java/chapter3/Chapter3.java: -------------------------------------------------------------------------------- 1 | import java.util.Arrays; 2 | 3 | public class Chapter3 { 4 | 5 | public static void main(String[] args) { 6 | int[] data = new int[]{9, 8, 6, 4, 1, 2, 3, 5, 11, 0}; 7 | int k = 3; 8 | 9 | System.out.println("input: " + Arrays.toString(data)); 10 | System.out.println("k: " + k); 11 | 12 | System.out.println("\r\n Using MaxHeap:"); 13 | IFindMinK solution1 = new HeapSolution(); 14 | int[] answer = solution1.findMinK(data, k); 15 | System.out.println(Arrays.toString(answer)); 16 | } 17 | 18 | } 19 | -------------------------------------------------------------------------------- /ebook/code/java/chapter3/HeapSolution.java: -------------------------------------------------------------------------------- 1 | class HeapSolution implements IFindMinK { 2 | 3 | @Override 4 | public int[] findMinK(int[] data, int k) { 5 | MaxHeap heap = new MaxHeap(k); 6 | for (int n : data) { 7 | heap.insert(n); 8 | } 9 | return heap.getAll(); 10 | } 11 | } 12 | -------------------------------------------------------------------------------- /ebook/code/java/chapter3/IFindMinK.java: -------------------------------------------------------------------------------- 1 | interface IFindMinK { 2 | public int[] findMinK(int[] data, int k); 3 | } 4 | -------------------------------------------------------------------------------- /ebook/code/js/1.1：左旋转字符串/test.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | Tests 6 | 7 | 8 | 9 |
10 |
11 | 12 | 13 | 14 | 15 | 16 | -------------------------------------------------------------------------------- /ebook/code/js/1.2：字符串是否包含问题/test.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | Tests 6 | 7 | 8 | 9 |
10 |
11 | 12 | 13 | 14 | 15 | 16 | -------------------------------------------------------------------------------- /ebook/code/js/2.4：寻找和为定值的两个数/test.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | Tests 6 | 7 | 8 | 9 |
10 |
11 | 12 | 13 | 14 | 15 | 16 | -------------------------------------------------------------------------------- /ebook/code/python/2.1：寻找最小的k个数_2.py: -------------------------------------------------------------------------------- 1 | import heapq 2 | 3 | 4 | class topk(): 5 | # support for dynamic push 6 | def __init__(self, k): 7 | self.k = k 8 | self.h = [] 9 | 10 | def push(self, val): 11 | val = -val 12 | if len(self.h) < self.k: 13 | heapq.heappush(self.h, val) 14 | else: 15 | heapq.heappushpop(self.h, val) 16 | 17 | def result(self): 18 | return map(lambda x: -x, self.h) 19 | 20 | 21 | if __name__ == "__main__": 22 | l = [1, 9, 2, 4, 7, 6, 3] 23 | t = topk(3) 24 | for i in l: 25 | t.push(i) 26 | print t.result() 27 | -------------------------------------------------------------------------------- /ebook/code/python/2.3：求解500万以内的亲和数_2.py: -------------------------------------------------------------------------------- 1 | if __name__ == "__main__": 2 | n = 10000 * 500 3 | lst = [1 for i in xrange(n)] 4 | # better locality 5 | # using + basic arithmetic, faster than divide 6 | for i in xrange(2, n / 2): 7 | for j in xrange(2 * i, n, i): 8 | lst[j] += i 9 | for i in xrange(2, n): 10 | if lst[i] > i and lst[i] < n and lst[lst[i]] == i: 11 | print i, lst[i] 12 | -------------------------------------------------------------------------------- /ebook/code/python/2.4：寻找和为定值的两个数.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/python 2 | # -*- coding:utf-8 -*- 3 | 4 | def find_sum(array, key): 5 | if len(array) > 0: 6 | array = sorted(array) 7 | start = 0 8 | end = len(array) - 1 9 | while start < end: 10 | result = array[start] + array[end] 11 | if result > key: 12 | end -= 1 13 | elif result < key: 14 | start += 1 15 | else: 16 | return [array[start], array[end]] 17 | return False 18 | 19 | def main(): 20 | array = [4, 2, 1, 7, 11, 15] 21 | key = 15 22 | print find_sum(array, key) 23 | return 24 | 25 | if __name__ == '__main__': 26 | main() 27 | -------------------------------------------------------------------------------- /ebook/code/python/3.1：二分查找实现.py: -------------------------------------------------------------------------------- 1 | def binary_search(lst, n): 2 | low, high = 0, len(lst) - 1 3 | while low <= high: 4 | mid = (low + high) / 2 5 | if lst[mid] > n: 6 | high = mid - 1 7 | elif lst[mid] < n: 8 | low = mid + 1 9 | else: 10 | return mid 11 | return -1 12 | 13 | 14 | if __name__ == '__main__': 15 | a = [1, 3, 5, 7, 9] 16 | assert(binary_search(a, 3) == 1) 17 | assert(binary_search(a, 4) == -1) 18 | -------------------------------------------------------------------------------- /ebook/code/python/3.3：出现次数超过一半的数字.py: -------------------------------------------------------------------------------- 1 | # -*- coding:utf-8 -*- 2 | 3 | 4 | def more_than_half_number(array): 5 | if not array: 6 | return False 7 | 8 | count = 1 9 | value = array[0] 10 | for i in range(1, len(array) - 1): 11 | if array[i] == value: 12 | count += 1 13 | else: 14 | count -= 1 15 | if count == 0: 16 | value = array[i] 17 | count = 1 18 | count = sum(item == value for item in array) 19 | if count * 2 > len(array): 20 | return value 21 | 22 | 23 | if __name__ == '__main__': 24 | print more_than_half_number([0, 3, 1, 3, 2, 3, 4, 3, 3, 3]) 25 | -------------------------------------------------------------------------------- /ebook/code/python/6.5：全排列.py: -------------------------------------------------------------------------------- 1 | import itertools 2 | if __name__ == "__main__": 3 | line = raw_input("please input some char:\n") 4 | for i in itertools.permutations(list(line)): 5 | print "".join(i) 6 | -------------------------------------------------------------------------------- /ebook/code/python/6.6：跳台阶.py: -------------------------------------------------------------------------------- 1 | def fib(n): 2 | a, b, p, q = 1, 0, 0, 1 3 | while n != 0: 4 | if n % 2 == 0: 5 | p, q = p * p + q * q, 2 * p * q + q * q 6 | n = n / 2 7 | else: 8 | a, b = b * q + a * q + a * p, b * p + a * q 9 | n -= 1 10 | return b 11 | 12 | # A simple version by @sfdye 13 | def fib2(n): 14 | a = 0 15 | b = 1 16 | for i in xrange(n): 17 | a, b = b, a+b 18 | return a 19 | 20 | print fib(10) 21 | print fib2(10) -------------------------------------------------------------------------------- /ebook/code/python/6.8：第一个只出现一次等问题.py: -------------------------------------------------------------------------------- 1 | def find_first_unique_char(string): 2 | if not string: 3 | return None 4 | chars = {} 5 | for s in string: 6 | if s in chars: 7 | chars[s] += 1 8 | else: 9 | chars[s] = 1 10 | for s in string: 11 | if chars[s] == 1: 12 | return s 13 | 14 | if __name__ == '__main__': 15 | print find_first_unique_char('abababcababdddee') 16 | print find_first_unique_char('') 17 | print find_first_unique_char(None) 18 | -------------------------------------------------------------------------------- /ebook/code/ruby/chapter03.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | 4 | def top_minimum(list, k) 5 | h = list[0...k] 6 | list[k..-1].each{|v| 7 | h.each_index{|i| 8 | if h[i] > v 9 | h[i] = v; break 10 | end 11 | } 12 | } 13 | h 14 | end 15 | 16 | if __FILE__== $0 17 | list = [ 9, 8, 6, 4, 1, 2, 3 ] 18 | p top_minimum(list, 3) 19 | end 20 | 21 | -------------------------------------------------------------------------------- /ebook/code/ruby/chapter06.amicableNumber.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | 4 | def amicable_number max 5 | half = max / 2 6 | sum = Array.new(max){1} 7 | (2...half).each do|i| 8 | (i + i).step(max + 1, i)do|j| 9 | sum[j] += i unless sum[j].nil? 10 | end 11 | end 12 | ans = [] 13 | sum.each_with_index do | s, i| 14 | ans.push([i, s]) if s > i && s <= max && sum[s] == i 15 | end 16 | ans 17 | end 18 | 19 | 20 | 21 | if __FILE__ == $0 22 | amicable_number( 500000 ).each{|e| 23 | p "%d %d" % e 24 | } 25 | end 26 | -------------------------------------------------------------------------------- /ebook/code/ruby/chapter07.findMaxSum.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | 4 | def max_sum(arr) 5 | max, max_sub, sum, sub = arr[0], [arr[0]], 0, [] 6 | arr.each do |x| 7 | if sum >= 0 8 | sum += x; sub.push(x) 9 | else 10 | sum, sub = x, [x] 11 | end 12 | max, max_sub = sum, sub.clone if(max < sum) 13 | end 14 | [max, max_sub] 15 | end 16 | 17 | def max_sum_dp(arr) 18 | sum = Array.new(arr.length){0} 19 | sum[0] = arr[0] 20 | 1.upto(arr.length - 1){|i| 21 | sum[i] = [ arr[i], sum[i-1] + arr[i]].max 22 | } 23 | sum.max 24 | end 25 | 26 | 27 | if __FILE__ == $0 28 | 29 | [ [-1,-2,-3,-4] , [1, -2, 3, 10, -4, 7, 2, -5] ] .each{ |ar| 30 | p ar, max_sum(ar), max_sum_dp(ar) 31 | } 32 | 33 | end 34 | -------------------------------------------------------------------------------- /ebook/code/ruby/chapter16.permutation.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | def permutation_recursive(ar) 4 | return [ar] if ar.length == 1 5 | permutations = [] 6 | ar.each_with_index{|a, i| 7 | arc = ar.clone; arc.delete_at(i) 8 | subpermutations = permutation_recursive(arc) 9 | subpermutations.each{|x| 10 | permutations.push( [a] + x) 11 | } 12 | } 13 | 14 | return permutations 15 | end 16 | 17 | 18 | if __FILE__ == $0 19 | test_cases = [["A", "B", "C"]] 20 | test_cases.each{|tc| 21 | permutations = permutation_recursive(tc) 22 | p "permutation", permutations, permutations.sort == tc.permutation(tc.length).sort 23 | } 24 | 25 | 26 | 27 | end -------------------------------------------------------------------------------- /ebook/code/ruby/chapter17.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | 4 | def fibonacci_solution n 5 | return [0, 1, 2][n] if( n <= 2 ) 6 | fibonacci_solution(n - 1) + fibonacci_solution( n - 2) 7 | end 8 | 9 | if __FILE__ == $0 10 | steps = [1, 2, 3, 4, 5, 6] 11 | p steps.map{|x| 12 | [x, fibonacci_solution(x)] 13 | } 14 | 15 | end -------------------------------------------------------------------------------- /ebook/code/ruby/chapter18.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | 4 | def odd_even(arr) 5 | return arr.select{|x| x % 2 != 0 } + arr.select{|x| x % 2 == 0 } 6 | end 7 | 8 | def reorder_odd_even(arr) 9 | si, ei = 0, arr.length - 1 10 | while si < ei 11 | if(arr[si].odd?) 12 | si += 1; next 13 | end 14 | if(arr[ei].even?) 15 | ei -= 1; next 16 | end 17 | arr[si], arr[ei] = arr[ei], arr[si] 18 | end 19 | arr 20 | end 21 | 22 | if __FILE__ == $0 23 | test_cases = [ [2, 1, 3, 4, 6, 5, 7] ] 24 | test_cases.each{|tc| 25 | p odd_even(tc), reorder_odd_even(tc) 26 | } 27 | 28 | end -------------------------------------------------------------------------------- /ebook/code/ruby/chapter19.rb: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env ruby 2 | # -*- coding: UTF-8 -*- 3 | # see 'chapter04.rb' 4 | # String.o_first_count_letter -------------------------------------------------------------------------------- /ebook/code/scheme/chapter01.scm: -------------------------------------------------------------------------------- 1 | #!/usr/bin/guile -s 2 | !# 3 | 4 | (define (leftshift str n) 5 | (display 6 | (reverse (append (reverse (string->list (substring str 0 (- (string-length str) n)))) 7 | (reverse (string->list (substring str (- (string-length str) n) (string-length str)))))))) 8 | 9 | (leftshift "helloworld" 3) 10 | -------------------------------------------------------------------------------- /ebook/code/scheme/chapter06.scm: -------------------------------------------------------------------------------- 1 | (define (square x) (* x x)) 2 | 3 | (define (factor n) 4 | (define (helper r ret) 5 | (if (> (square r) n) ret 6 | (cond ((= 0 (remainder n r)) (helper (+ 1 r) (append ret (list r (/ n r))))) 7 | (else 8 | (helper (+ 1 r) ret))))) 9 | (helper 1 '())) 10 | 11 | (define (sum-factor n) 12 | (- (apply + (factor n)) n)) 13 | 14 | (define (isAmicable? n) 15 | (let ((ss (sum-factor n))) 16 | (and (not (= ss n)) (= n (sum-factor ss))))) 17 | 18 | (define (loop start stop ret) 19 | (if (> start stop) ret 20 | (begin (if (isAmicable? start) 21 | (loop (+ start 1) stop (cons start ret)) 22 | (loop (+ start 1) stop ret))))) 23 | 24 | (define (main n) 25 | (apply + (loop 2 n '()))) 26 | 27 | (display (main 10000)) 28 | (newline) 29 | -------------------------------------------------------------------------------- /ebook/code/scheme/chapter25.scm: -------------------------------------------------------------------------------- 1 | #!/usr/bin/guile -s 2 | !# 3 | (define (binary-search lst val) 4 | (define (helper left right) 5 | (if (> left right) (display "no value") 6 | (let* ((idx (quotient (+ left right 1) 2)) 7 | (mid (list-ref lst idx))) 8 | (cond ((= mid val) (display idx)) 9 | ((> mid val) (helper left (- idx 1))) 10 | ((< mid val) (helper (+ idx 1) right)))))) 11 | (helper 0 (- (length lst) 1))) 12 | 13 | (binary-search (list 1 3 5 7 9 15 19 24 36 ) 5) 14 | -------------------------------------------------------------------------------- /ebook/en/01.0.md: -------------------------------------------------------------------------------- 1 | Chapter One - Left Rotating String 2 | ============================== -------------------------------------------------------------------------------- /ebook/en/Readme.md: -------------------------------------------------------------------------------- 1 | #Contents 2 | 3 | ## Preliminary 4 | 5 | ## Part I Data Structures 6 | * Chapter 1 Feature of Charactors 7 | - [1.1 - Left Rotating String](01.0.md) 8 | 9 | * Chapter 2 Array's Mystery 10 | - [2.1 - Find Smallest K Numbers](03.0.md) 11 | - [2.4 - Maximum Subarray Problem](07.0.md) 12 | - [2.9 - Perfect Shuffle Algorithm](35.0.md) 13 | 14 | * Chapter 3 Trees 15 | - [3.1: Binary Search](25.0.md) 16 | 17 | ## Part II Inspirations on Algorithm 18 | * Chapter 4 Match Searching 19 | 20 | * Chapter 5 Dynamic Programming 21 | - [5.1 - Longest Common Subsequence](11.0.md) 22 | - [5.1 - Largest Product Continuous Substring](28.0.md) 23 | 24 | ## Part III Comprehensive Training 25 | * Chapter 6 Massive Data Processing 26 | * Chapter 7 Machine Learning 27 | * Appendix More Questions 28 | 29 | 30 | -------------------------------------------------------------------------------- /ebook/epub/TAOP_July.epub: 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笔试和面试中，除了字符串，另一类出现频率极高的问题便是与数组相关的问题。在阅读完第1章和本第二章后，读者会慢慢了解到解决面试编程题的有几种常用思路。首先一般考虑“万能的”暴力穷举（递归、回溯），如求n个数的全排列或八皇后（N皇后问题）。但因为穷举时间复杂度通常过高，所以需要考虑更好的方法，如分治法（通过分而治之，然后归并），以及空间换时间（如活用哈希表）。 3 | 4 | 此外，选择合适的数据结构可以显著提升效率，如寻找最小的k个数中，用堆代替数组。 5 | 6 | 再有，如果题目允许排序，则可以考虑排序。比如，寻找和为定值的两个数中，先排序，然后用前后两个指针往中间扫。而如果如果已经排好序了（如杨氏矩阵查找中），则想想有无必要二分。但是，如果题目不允许排序呢？这个时候，我们可以考虑不改变数列顺序的贪心算法（如最小生成树Prim、Kruskal及最短路dijkstra），或动态规划（如 01背包问题，每一步都在决策）。 7 | 8 | 最后，注意细节处理，不要忽略边界条件，如字符串转换成整数。 9 | -------------------------------------------------------------------------------- /ebook/zh/03.00.md: -------------------------------------------------------------------------------- 1 | ## 本章导读 2 | 3 | 想要更好地理解红黑树，可以先理解二叉查找树和2-3树。为何呢？首先，二叉查找树中的结点是2-结点（一个键两条链），引入3-结点（两个键三条链），即成2-3树；然后将2-3树中3-结点分解，即成红黑树，故结合二叉查找树易查找和2-3树易插入的特点，便成了红黑二叉查找树，简称红黑树。 4 | 5 | 进一步而言，理解了2-3树，也就理解了B树、B+树、B*树，因为2-3树就是一棵3阶的B树，而一颗3阶的B树各个结点关键字数满足1-2，故当结点关键字数多于2时则达到饱和，此时需要分裂结点，而结点关键字数少于1时则从兄弟结点“借”关键字补充。 6 | 7 | 但为何有了红黑树，还要发明B树呢？原因是，当计算机要处理的数据量一大，便无法一次性装入内存进行处理，于此，计算机会把大部分备用的数据存在磁盘中，有需要的时候，就从磁盘中调取数据到在内存中处理，如果处理时修改了数据，则再次将数据写入磁盘，如此导致了不断的磁盘IO读写，而树的高度越高，查找文件所需要的磁盘IO读写次数越多，所以为了减少磁盘的IO读写，要想办法进一步降低树的高度。 8 | 因此，具有多个孩子的B树便应运而生，因为B树每一个结点可以有几个到几千个孩子，使得在结点数目一定的情况下，树的高度会大大降低，从而有效减少磁盘IO读写消耗。 9 | 10 | 此外，无论是B树，还是B+树、B*树，由于根或者树的上面几层被反复查询，所以树上层几块的数据可以存在内存中。换言之，B树、B+树、B*树的根结点和部分顶层数据存在内存中，大部分下层数据存在磁盘上。 11 | -------------------------------------------------------------------------------- /ebook/zh/05.00.md: -------------------------------------------------------------------------------- 1 | ## 本章导读 2 | 3 | 学习一个算法，可分为3个步骤：首先了解算法本身解决什么问题，然后学习它的解决策略，最后了解某些相似算法之间的联系。例如图算法中， 4 | 5 | - 广搜是一层一层往外遍历，寻找最短路径，其策略是采取队列的方法。 6 | - 最小生成树是最小代价连接所有点，其策略是贪心，比如Prim的策略是贪心+权重队列。 7 | - Dijkstra是寻找单源最短路径，其策略是贪心+非负权重队列。 8 | - Floyd是多结点对的最短路径，其策略是动态规划。 9 | 10 | 而贪心和动态规划是有联系的，贪心是“最优子结构+局部最优”，动态规划是“最优独立重叠子结构+全局最优”。一句话理解动态规划，则是枚举所有状态，然后剪枝，寻找最优状态，同时将每一次求解子问题的结果保存在一张“表格”中，以后再遇到重叠的子问题，从表格中保存的状态中查找（俗称记忆化搜索）。 11 | -------------------------------------------------------------------------------- /ebook/zh/06.00.md: -------------------------------------------------------------------------------- 1 | ## 本章导读 2 | 3 | 所谓海量数据处理，是指基于海量数据的存储、处理、和操作。正因为数据量太大，所以导致要么无法在较短时间内迅速解决，要么无法一次性装入内存。 4 | 5 | 事实上，针对时间问题，可以采用巧妙的算法搭配合适的数据结构（如布隆过滤器、哈希、位图、堆、数据库、倒排索引、Trie树）来解决；而对于空间问题，可以采取分而治之（哈希映射）的方法，也就是说，把规模大的数据转化为规模小的，从而各个击破。 6 | 7 | 此外，针对常说的单机及集群问题，通俗来讲，单机就是指处理装载数据的机器有限（只要考虑CPU、内存、和硬盘之间的数据交互），而集群的意思是指机器有多台，适合分布式处理或并行计算，更多考虑节点与节点之间的数据交互。 8 | 9 | 一般说来，处理海量数据问题，有以下十种典型方法： 10 | - 1.哈希分治； 11 | - 2.simhash算法； 12 | - 3.外排序； 13 | - 4.MapReduce； 14 | - 5.多层划分； 15 | - 6.位图； 16 | - 7.布隆过滤器； 17 | - 8.Trie树； 18 | - 9.数据库； 19 | - 10.倒排索引。 20 | 21 | 受理论之限，本章将摒弃绝大部分的细节，只谈方法和模式论，注重用最通俗、最直白的语言阐述相关问题。最后，有一点必须强调的是，全章行文是基于面试题的分析基础之上的，具体实践过程中，还得视具体情况具体分析，且各个场景下需要考虑的细节也远比本章所描述的任何一种解决方案复杂得多。 22 | -------------------------------------------------------------------------------- /ebook/zh/06.06.md: -------------------------------------------------------------------------------- 1 | # 多层划分 2 | 3 | ## 方法介绍 4 | 5 | 多层划分法，本质上还是分而治之的思想，因为元素范围很大，不能利用直接寻址表，所以通过多次划分，逐步确定范围，然后最后在一个可以接受的范围内进行。 6 | 7 | 8 | ## 问题实例 9 | 10 | **1、2.5亿个整数中找出不重复的整数的个数，内存空间不足以容纳这2.5亿个整数** 11 | 12 | 分析：有点像鸽巢原理，整数个数为2^32,也就是，我们可以将这2^32个数，划分为2^8个区域(比如用单个文件代表一个区域)，然后将数据分离到不同的区域，然后不同的区域在利用bitmap就可以直接解决了。也就是说只要有足够的磁盘空间，就可以很方便的解决。 13 | 14 | **2、5亿个int找它们的中位数** 15 | 16 | 分析：首先我们将int划分为2^16个区域，然后读取数据统计落到各个区域里的数的个数，之后我们根据统计结果就可以判断中位数落到那个区域，同时知道这个区域中的第几大数刚好是中位数。然后第二次扫描我们只统计落在这个区域中的那些数就可以了。 17 | 18 | 实际上，如果不是int是int64，我们可以经过3次这样的划分即可降低到可以接受的程度。即可以先将int64分成2^24个区域，然后确定区域的第几大数，在将该区域分成2^20个子区域，然后确定是子区域的第几大数，然后子区域里的数的个数只有2^20，就可以直接利用direct addr table进行统计了。 19 | -------------------------------------------------------------------------------- /ebook/zh/06.10.md: -------------------------------------------------------------------------------- 1 | # 数据库 2 | 3 | ## 方法介绍 4 | 5 | 当遇到大数据量的增删改查时，一般把数据装进数据库中，从而利用数据的设计实现方法，对海量数据的增删改查进行处理。 6 | -------------------------------------------------------------------------------- /ebook/zh/06.11.md: -------------------------------------------------------------------------------- 1 | # 倒排索引(Inverted index) 2 | 3 | ## 方法介绍 4 | 5 | 倒排索引是一种索引方法，被用来存储在全文搜索下某个单词在一个文档或者一组文档中的存储位置的映射，常被应用于搜索引擎和关键字查询的问题中。 6 | 7 | 以英文为例，下面是要被索引的文本： 8 | 9 | T0 = "it is what it is" 10 | T1 = "what is it" 11 | T2 = "it is a banana" 12 | 13 | 我们就能得到下面的反向文件索引： 14 | 15 | "a": {2} 16 | "banana": {2} 17 | "is": {0, 1, 2} 18 | "it": {0, 1, 2} 19 | "what": {0, 1} 20 | 21 | 检索的条件"what","is"和"it"将对应集合的交集。 22 | 23 | 正向索引开发出来用来存储每个文档的单词的列表。正向索引的查询往往满足每个文档有序频繁的全文查询和每个单词在校验文档中的验证这样的查询。在正向索引中，文档占据了中心的位置，每个文档指向了一个它所包含的索引项的序列。也就是说文档指向了它包含的那些单词，而反向索引则是单词指向了包含它的文档，很容易看到这个反向的关系。 24 | 25 | ## 问题实例 26 | 27 | **1、文档检索系统，查询那些文件包含了某单词，比如常见的学术论文的关键字搜索** 28 | 29 | **提示**：建倒排索引。 30 | -------------------------------------------------------------------------------- /ebook/zh/08.00.md: -------------------------------------------------------------------------------- 1 | ## 语言基础 2 | 3 | **1**、C++中虚拟函数的实现机制。 4 | 5 | **2**、指针数组和数组指针的区别。 6 | 7 | **3**、malloc-free和new-delete的区别。 8 | 9 | **4**、sizeof和strlen的区别。 10 | 11 | **5**、描述函数调用的整个过程。 12 | 13 | **6**、C++ STL里面的vector的实现机制， 14 | - 当调用push_back成员函数时，怎么实现？ 15 | - 内存足则直接 placement new构造对象，否则扩充内存，转移对象，新对象placement new上去。 16 | - 当调用clear成员函数时，做什么操作，如果要释放内存该怎么做。 17 | - 调用析构函数，内存不释放。 clear没有释放内存，只是将数组中的元素置为空了，释放内存需要delete。 18 | 19 | 20 | 21 | -------------------------------------------------------------------------------- /ebook/zh/08.05.md: -------------------------------------------------------------------------------- 1 | ## 网络协议 2 | 3 | **1** 4 | 5 | 请简单阐述TCP连接的三次握手。 6 | --------------------------------------------------------------------------------